{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7f10a6fc",
   "metadata": {
    "tags": []
   },
   "source": [
    "# ONNX Runtime部署-ImageNet1000-摄像头和视频-英文\n",
    "\n",
    "使用 ONNX Runtime 推理引擎，载入 ImageNet 预训练图像分类 onnx 模型，预测摄像头实时画面。\n",
    "\n",
    "同济子豪兄：https://space.bilibili.com/1900783"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00ac52bf",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 注意事项"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8a5ce83",
   "metadata": {},
   "source": [
    "本代码需在`连接摄像头的本地`运行，不能在云GPU平台运行。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "702ff110",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 导入工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "da89c95e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.7/dist-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: \n",
      "  warn(f\"Failed to load image Python extension: {e}\")\n"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "from cvs import *\n",
    "\n",
    "from PIL import Image\n",
    "import time\n",
    "\n",
    "import onnxruntime\n",
    "\n",
    "import torch\n",
    "import torch.nn.functional as F\n",
    "from torchvision import transforms\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c83142d8",
   "metadata": {},
   "source": [
    "## 载入 onnx 模型，获取 ONNX Runtime 推理器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "99507b03",
   "metadata": {},
   "outputs": [],
   "source": [
    "ort_session = onnxruntime.InferenceSession('resnet18_imagenet.onnx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf870296",
   "metadata": {},
   "source": [
    "## 载入ImageNet 1000图像分类标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5cb460ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('imagenet_class_index.csv')\n",
    "idx_to_labels = {}\n",
    "for idx, row in df.iterrows():\n",
    "    idx_to_labels[row['ID']] = row['class']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c742c2d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# idx_to_labels"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8872cff",
   "metadata": {},
   "source": [
    "## 图像预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0cc23d90",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 测试集图像预处理-RCTN：缩放裁剪、转 Tensor、归一化\n",
    "test_transform = transforms.Compose([transforms.Resize(256),\n",
    "                                     transforms.CenterCrop(256),\n",
    "                                     transforms.ToTensor(),\n",
    "                                     transforms.Normalize(\n",
    "                                         mean=[0.485, 0.456, 0.406], \n",
    "                                         std=[0.229, 0.224, 0.225])\n",
    "                                    ])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28c8ec1d",
   "metadata": {},
   "source": [
    "## 初始化摄像头"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "e75159db",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 摄像头ID 0-后置 1-前置\n",
    "Camera_ID = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "77fdab3c",
   "metadata": {},
   "outputs": [],
   "source": [
    "cap = cvs.VideoCapture(Camera_ID)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b29b918",
   "metadata": {},
   "source": [
    "## 调用摄像头获取一帧画面，预测"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc3e19f3",
   "metadata": {},
   "source": [
    "### 拍摄一帧画面"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "fdcfde07",
   "metadata": {},
   "outputs": [],
   "source": [
    "img_bgr = cap.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "16d526d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(640, 480, 3)"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_bgr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "05eaaa40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img_bgr[:,:,::-1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a1fae5f",
   "metadata": {},
   "source": [
    "### 画面转成 RGB 的 Pillow 格式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "ce1467a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "img_rgb = cv2.cvtColor(img_bgr, cv2.COLOR_BGR2RGB) # BGR 转 RGB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "a314d9c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "img_pil = Image.fromarray(img_rgb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "f3f1ee08",
   "metadata": {},
   "outputs": [],
   "source": [
    "# img_pil"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "412a1b28",
   "metadata": {},
   "source": [
    "### 预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "1749f158",
   "metadata": {},
   "outputs": [],
   "source": [
    "input_img = test_transform(img_pil)\n",
    "input_tensor = input_img.unsqueeze(0).numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "c554ced6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 3, 256, 256)"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "input_tensor.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32723397",
   "metadata": {},
   "source": [
    "### ONNX Runtime推理预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "b6634175",
   "metadata": {},
   "outputs": [],
   "source": [
    "# onnx runtime 输入\n",
    "ort_inputs = {'input': input_tensor}\n",
    "\n",
    "# onnx runtime 输出\n",
    "pred_logits = ort_session.run(['output'], ort_inputs)[0]\n",
    "pred_logits = torch.tensor(pred_logits)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "a234e75d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 1000])"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_logits.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d0ed00c",
   "metadata": {},
   "source": [
    "### 获得预测结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "466de726",
   "metadata": {},
   "outputs": [],
   "source": [
    "pred_softmax = F.softmax(pred_logits, dim=1) # 对 logit 分数做 softmax 运算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "6a57f6e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 1000])"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_softmax.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13817669",
   "metadata": {},
   "source": [
    "### 解析top-n预测结果的类别和置信度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "e6a7efba",
   "metadata": {},
   "outputs": [],
   "source": [
    "n = 3\n",
    "top_n = torch.topk(pred_softmax, n) # 取置信度最大的 n 个结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "c918d5fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "confs = top_n[0].cpu().detach().numpy().squeeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "4f80b64c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.9330863 , 0.05680578, 0.00297255], dtype=float32)"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "6ce584d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "pred_ids = top_n[1].cpu().detach().numpy().squeeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "3a604a6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([587, 596, 792])"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_ids"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cac2363",
   "metadata": {},
   "source": [
    "### 在图像上写英文"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "9e08cde1",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(confs)):\n",
    "    pred_class = idx_to_labels[pred_ids[i]]\n",
    "    text = '{:<12} {:>.2f}'.format(pred_class, confs[i])\n",
    "    \n",
    "    # 写字：图片，添加的文字，左上角坐标，字体，字体大小，颜色，线宽，线型\n",
    "    img_bgr = cv2.putText(img_bgr, text, (50, 80 + 40 * i), cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 0, 255), 2, cv2.LINE_AA)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "f12dc13b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img_bgr[:,:,::-1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90fb0696",
   "metadata": {},
   "source": [
    "## 处理单帧画面的函数（英文）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "0d527e95",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 处理帧函数\n",
    "def process_frame(img_bgr):\n",
    "    \n",
    "    '''\n",
    "    输入摄像头拍摄画面bgr-array，输出图像分类预测结果bgr-array\n",
    "    '''\n",
    "    \n",
    "    # 记录该帧开始处理的时间\n",
    "    start_time = time.time()\n",
    "    \n",
    "    ## 画面转成 RGB 的 Pillow 格式\n",
    "    img_rgb = cv2.cvtColor(img_bgr, cv2.COLOR_BGR2RGB) # BGR转RGB\n",
    "    img_pil = Image.fromarray(img_rgb) # array 转 PIL\n",
    "    \n",
    "    ## 预处理\n",
    "    input_img = test_transform(img_pil) # 预处理\n",
    "    input_tensor = input_img.unsqueeze(0).numpy()\n",
    "    \n",
    "    ## onnx runtime 预测\n",
    "    ort_inputs = {'input': input_tensor} # onnx runtime 输入\n",
    "    pred_logits = ort_session.run(['output'], ort_inputs)[0] # onnx runtime 输出\n",
    "    pred_logits = torch.tensor(pred_logits)\n",
    "    pred_softmax = F.softmax(pred_logits, dim=1) # 对 logit 分数做 softmax 运算\n",
    "    \n",
    "    ## 解析top-n预测结果的类别和置信度\n",
    "    top_n = torch.topk(pred_softmax, 3) # 取置信度最大的 n 个结果\n",
    "    pred_ids = top_n[1].cpu().detach().numpy().squeeze() # 解析预测类别\n",
    "    confs = top_n[0].cpu().detach().numpy().squeeze() # 解析置信度\n",
    "    \n",
    "    # 在图像上写英文\n",
    "    for i in range(len(confs)):\n",
    "        pred_class = idx_to_labels[pred_ids[i]]\n",
    "        \n",
    "        # 写字：图片，添加的文字，左上角坐标，字体，字体大小，颜色，线宽，线型\n",
    "        text = '{:<12} {:>.2f}'.format(pred_class, confs[i])\n",
    "        img_bgr = cv2.putText(img_bgr, text, (50, 160 + 40 * i), cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 0, 255), 2, cv2.LINE_AA)\n",
    "    \n",
    "    # 记录该帧处理完毕的时间\n",
    "    end_time = time.time()\n",
    "    # 计算每秒处理图像帧数FPS\n",
    "    FPS = 1/(end_time - start_time)  \n",
    "    # 图片，添加的文字，左上角坐标，字体，字体大小，颜色，线宽，线型\n",
    "    img_bgr = cv2.putText(img_bgr, 'FPS  '+str(int(FPS)), (50, 80), cv2.FONT_HERSHEY_SIMPLEX, 1, (255, 0, 0), 2, cv2.LINE_AA)\n",
    "\n",
    "    return img_bgr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b4cb889",
   "metadata": {},
   "source": [
    "## 预测摄像头单帧画面"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "8b4106e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "img_bgr = cap.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "9f65559d",
   "metadata": {},
   "outputs": [],
   "source": [
    "img_bgr = process_frame(img_bgr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "61fca971",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img_bgr[:,:,::-1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6f482cf",
   "metadata": {},
   "source": [
    "## 逐帧实时处理手机摄像头拍摄的画面-代码模板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "29043662",
   "metadata": {},
   "outputs": [],
   "source": [
    "while True:\n",
    "    img_bgr = cap.read()\n",
    "    \n",
    "    if img_bgr is None:\n",
    "        continue\n",
    "        \n",
    "    img_bgr = process_frame(img_bgr)\n",
    "    \n",
    "    cvs.imshow(img_bgr)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c891794",
   "metadata": {},
   "source": [
    "> 点击`重启kernel`关闭摄像头"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30813332",
   "metadata": {},
   "source": [
    "## 视频逐帧处理（模板）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "ed7b0358",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import time\n",
    "from tqdm import tqdm\n",
    "\n",
    "# 视频逐帧处理代码模板\n",
    "# 不需修改任何代码，只需定义process_frame函数即可\n",
    "# 同济子豪兄 2021-7-10\n",
    "\n",
    "def generate_video(input_path='videos/robot.mp4'):\n",
    "    filehead = input_path.split('/')[-1]\n",
    "    output_path = \"out-\" + filehead\n",
    "    \n",
    "    print('视频开始处理',input_path)\n",
    "    \n",
    "    # 获取视频总帧数\n",
    "    cap = cv2.VideoCapture(input_path)\n",
    "    frame_count = 0\n",
    "    while(cap.isOpened()):\n",
    "        success, frame = cap.read()\n",
    "        frame_count += 1\n",
    "        if not success:\n",
    "            break\n",
    "    cap.release()\n",
    "    print('视频总帧数为',frame_count)\n",
    "    \n",
    "    # cv2.namedWindow('Crack Detection and Measurement Video Processing')\n",
    "    cap = cv2.VideoCapture(input_path)\n",
    "    frame_size = (cap.get(cv2.CAP_PROP_FRAME_WIDTH), cap.get(cv2.CAP_PROP_FRAME_HEIGHT))\n",
    "\n",
    "    # fourcc = int(cap.get(cv2.CAP_PROP_FOURCC))\n",
    "    # fourcc = cv2.VideoWriter_fourcc(*'XVID')\n",
    "    fourcc = cv2.VideoWriter_fourcc(*'mp4v')\n",
    "    fps = cap.get(cv2.CAP_PROP_FPS)\n",
    "\n",
    "    out = cv2.VideoWriter(output_path, fourcc, fps, (int(frame_size[0]), int(frame_size[1])))\n",
    "    \n",
    "    # 进度条绑定视频总帧数\n",
    "    with tqdm(total=frame_count-1) as pbar:\n",
    "        try:\n",
    "            while(cap.isOpened()):\n",
    "                success, frame = cap.read()\n",
    "                if not success:\n",
    "                    break\n",
    "\n",
    "                # 处理帧\n",
    "                # frame_path = './temp_frame.png'\n",
    "                # cv2.imwrite(frame_path, frame)\n",
    "                try:\n",
    "                    frame = process_frame(frame)\n",
    "                except:\n",
    "                    print('报错！', error)\n",
    "                    pass\n",
    "                \n",
    "                if success == True:\n",
    "                    # cv2.imshow('Video Processing', frame)\n",
    "                    out.write(frame)\n",
    "\n",
    "                    # 进度条更新一帧\n",
    "                    pbar.update(1)\n",
    "\n",
    "                # if cv2.waitKey(1) & 0xFF == ord('q'):\n",
    "                    # break\n",
    "        except:\n",
    "            print('中途中断')\n",
    "            pass\n",
    "\n",
    "    cv2.destroyAllWindows()\n",
    "    out.release()\n",
    "    cap.release()\n",
    "    print('视频已保存', output_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "f66352a9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "视频开始处理 video_4.mp4\n",
      "视频总帧数为 283\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 282/282 [02:27<00:00,  1.91it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "视频已保存 out-video_4.mp4\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "generate_video(input_path='video_4.mp4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a2947814",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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